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Classification

15,805 papers

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Papers

Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization ACML 2022
Margin Calibration for Long-Tailed Visual Recognition ACML 2022
An Enhanced Human Activity Recognition Algorithm with Positional Attention ACML 2022
Sequential Multivariate Change Detection with Calibrated and Memoryless False Detection Rates AISTATS 2022
k-experts - Online Policies and Fundamental Limits AISTATS 2022
Exploiting Correlation to Achieve Faster Learning Rates in Low-Rank Preference Bandits AISTATS 2022
Jointly Efficient and Optimal Algorithms for Logistic Bandits AISTATS 2022
Distributed Sparse Multicategory Discriminant Analysis AISTATS 2022
Robustness and Reliability When Training With Noisy Labels AISTATS 2022
Counterfactual Explanation Trees: Transparent and Consistent Actionable Recourse with Decision Trees AISTATS 2022
Conditional Gradients for the Approximately Vanishing Ideal AISTATS 2022
Bayesian Classifier Fusion with an Explicit Model of Correlation AISTATS 2022
Accurate Shapley Values for explaining tree-based models AISTATS 2022
Strategic ranking AISTATS 2022
Pairwise Supervision Can Provably Elicit a Decision Boundary AISTATS 2022
Random Effect Bandits AISTATS 2022
Pairwise Fairness for Ordinal Regression AISTATS 2022
A Spectral Perspective of DNN Robustness to Label Noise AISTATS 2022
Momentum Accelerates the Convergence of Stochastic AUPRC Maximization AISTATS 2022
Computing D-Stationary Points of $ρ$-Margin Loss SVM AISTATS 2022
On the Consistency of Max-Margin Losses AISTATS 2022
On the Interplay between Information Loss and Operation Loss in Representations for Classification AISTATS 2022
Optimizing Early Warning Classifiers to Control False Alarms via a Minimum Precision Constraint AISTATS 2022
Margin-distancing for safe model explanation AISTATS 2022
SHAFF: Fast and consistent SHApley eFfect estimates via random Forests AISTATS 2022